People set the direction
Experience, creativity, emerging needs and business accountability remain the starting point of meaningful change.
AIKI · RESEARCH INTO THE FUTURE OF ENTERPRISE SOFTWARE
Software that understands its past. And helps shape its future.
We are researching a future in which enterprise software preserves its accumulated knowledge, learns from working with people and can evolve under deliberate control. AIKI is our research initiative towards a new form of software evolution.
Explore our vision →WHAT WE BELIEVE
The next generation of software does not start from zero.
What if enterprise software could understand not only what it does, but why it does it?
Mature applications hold more than source code: decades of business logic, exceptions, decisions, relationships and the knowledge of the people who use them. Replacing systems prematurely can put that value at risk.
So we ask a different question: could artificial intelligence systematically uncover this hidden knowledge, retain it over time and help people evolve it? Not through a one-off modernization, but through a continuous process.
AIKI is intended to research the foundations for this vision. The goal is not to replace people with autonomous software, but to amplify human expertise through learning, explainable and responsibly governed technology.
THE SYMBIOSIS
Three forces. One shared evolution.
The future emerges through collaboration: people define purpose, AIKI aims to reveal knowledge and prepare change, while existing software carries its proven business identity forward.
AI makes connections useful
AIKI aims to connect knowledge from code, data, behaviour and business context, test hypotheses and develop explainable proposals.
Applications continue to evolve
Existing systems should retain their business logic and gain new capabilities through validated changes rather than repeated replacement.
A continuous learning cycle
User feedback, validated findings and approved changes should continually enrich the knowledge model and improve future development.
OUR LONG-TERM VISION
From software maintenance to continuous evolution.
We are researching a closed learning and development cycle. Every stage should be grounded in verifiable findings, with people retaining control.
Explore
Investigate applications, interfaces, data flows and observed behaviour.
Understand
Uncover business rules, dependencies and intentions in an explainable way.
Remember
Preserve validated knowledge and connect it to new findings.
Identify
Make emerging requirements, friction and opportunities for improvement visible.
Evolve
Design changes, assess their impact and test them under control.
Learn
Feed approved outcomes and human feedback into future analyses.
RESEARCH ARCHITECTURE
Six research building blocks. One shared knowledge foundation.
Our vision is grounded in concrete technical research directions. These names describe our architectural concept, not six completed products.
Understand code and architecture
Analyze source code, technical structures, dependencies and potential impacts of change.
Build lasting knowledge
Connect business and technical findings with provenance, context and validation status in a growing knowledge model.
Explore actual behaviour
Investigate workflows, user interactions and system responses to connect documented and real-world logic.
Protect proven functionality
Research testable expectations and regression safeguards against unintended changes to business logic.
Systematically uncover the unknown
Form questions and hypotheses, investigate gaps and deliberately seek further evidence.
Verify findings and changes
Validate statements, proposals and results using evidence, tests and human review.
OUR HORIZON
Not just for the next software generation. For generations to come.
We look beyond the next release, migration or technology platform. We envision enterprise software whose business knowledge does not have to be rebuilt with every technology generation.
If knowledge remains preserved, understandable and adaptable, software can grow alongside people and organizations for decades. Our horizon reaches into the 22nd century — not as a prediction, but as an ambition for the longevity of knowledge and systems.
Do not replace the past. Give it the ability to become the future.
RESPONSIBILITY IS PART OF THE ARCHITECTURE
Evolution requires trust.
Learning and evolving systems are only valuable when their development remains verifiable and governable.
People remain accountable
Goals, limits, approvals and production changes remain under human responsibility.
Preserve business logic
Existing rules and business identity must not change unnoticed.
Knowledge must be verifiable
Findings require provenance, evidence and a transparent validation process.
Control every change
Simulation, testing, regression checks and documented approval precede production changes.
AIKI is in research and development. The described symbiosis, lasting application knowledge and continuous software evolution are research ambitions, not currently available or guaranteed AIKI product features.
IB-IT DEVELOPMENT
The future of existing software begins with a different question.
How much knowledge lives inside your applications — and how could it be preserved for future generations?
Talk to us →